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Flower Framework
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教程

  • 什么是联邦学习？
  • 开始使用Flower
  • 使用联邦学习策略
  • 从零开始制定策略
  • 自定义客户端
  • 快速入门教程
    • PyTorch快速入门
    • 快速入门 TensorFlow
    • Quickstart MLX
    • 🤗 Transformers快速入门
    • 快速入门 JAX
    • 快速入门Pandas
    • 快速入门 fastai
    • 快速入门 PyTorch Lightning
    • scikit-learn快速入门
    • XGBoost快速入门
    • 快速入门 Android
    • 快速入门 iOS

How-to Guides

  • Build
    • 安装Flower
    • Configure Clients
    • Design stateful ClientApps
    • 使用策略
    • 实施策略
    • 整合评估结果
    • Save and Load Model Checkpoints
    • Use Built-in Mods
    • Use Differential Privacy
    • Implement FedBN
    • Use CLI JSON output
    • 升级至 Flower 1.0
    • Upgrade to Flower 1.13
  • Simulate
    • 运行模拟
  • Deploy
    • Run Flower with the Deployment Engine
    • Enable TLS connections
    • Authenticate SuperNodes
    • Configure logging
    • Run Flower on Azure
    • Run Flower using Docker
      • Quickstart with Docker
      • Enable TLS for Secure Connections
      • Persist the State of the SuperLink
      • Set Environment Variables
      • Run with Root User Privileges
      • Run ServerApp or ClientApp as a Subprocess
      • Pin a Docker Image to a Specific Version
      • Use a Different Flower Version
      • Quickstart with Docker Compose
      • Run Flower Quickstart Examples with Docker Compose
      • Deploy Flower on Multiple Machines with Docker Compose

说明

  • 联邦学习评估
  • 差分隐私
  • Flower的架构

参考资料

  • Reference
    • flwr
      • 客户端
        • start_client
        • start_numpy_client
        • 客户端
        • ClientApp
        • NumPyClient
        • mod
          • adaptiveclipping_mod
          • arrays_size_mod
          • fixedclipping_mod
          • make_ffn
          • message_size_mod
          • secagg_mod
          • secaggplus_mod
          • LocalDpMod
      • 常见
        • array_from_numpy
        • bytes_to_ndarray
        • configure
        • event
        • log
        • ndarray_to_bytes
        • ndarrays_to_parameters
        • now
        • parameters_to_ndarrays
        • Array
        • ArrayRecord
        • ClientMessage
        • Code
        • Config
        • ConfigRecord
        • ConfigsRecord
        • Context
        • DisconnectRes
        • Error
        • EvaluateIns
        • EvaluateRes
        • EventType
        • FitIns
        • FitRes
        • GetParametersIns
        • GetParametersRes
        • GetPropertiesIns
        • GetPropertiesRes
        • Message
        • MessageType
        • MessageTypeLegacy
        • 描述数据
        • MetricRecord
        • Metrics
        • MetricsRecord
        • NDArray
        • NDArrays
        • 参数
        • ParametersRecord
        • Properties
        • ReconnectIns
        • RecordDict
        • RecordSet
        • ServerMessage
        • Status
      • 服务器
        • start_server
        • ClientManager
        • Driver
        • Grid
        • History
        • LegacyContext
        • 服务器
        • ServerApp
        • ServerAppComponents
        • ServerConfig
        • SimpleClientManager
        • strategy
          • Bulyan
          • DPFedAvgAdaptive
          • DPFedAvgFixed
          • DifferentialPrivacyClientSideAdaptiveClipping
          • DifferentialPrivacyClientSideFixedClipping
          • DifferentialPrivacyServerSideAdaptiveClipping
          • DifferentialPrivacyServerSideFixedClipping
          • FaultTolerantFedAvg
          • FedAdagrad
          • FedAdam
          • FedAvg
          • FedAvgAndroid
          • FedAvgM
          • FedMedian
          • FedOpt
          • FedProx
          • FedTrimmedAvg
          • FedXgbBagging
          • FedXgbCyclic
          • FedXgbNnAvg
          • FedYogi
          • Krum
          • QFedAvg
          • Strategy
        • workflow
          • DefaultWorkflow
          • SecAggPlusWorkflow
          • SecAggWorkflow
      • simulation
        • run_simulation
        • run_simulation_process
        • start_simulation
        • SimulationIoConnection
    • Flower CLI 参考
    • 项目实例
    • 遥测功能
    • 更新日志
    • Flower Network Communication
    • Exit Codes
      • [0] SUCCESS
      • [1] GRACEFUL_EXIT_SIGINT
      • [2] GRACEFUL_EXIT_SIGQUIT
      • [3] GRACEFUL_EXIT_SIGTERM
      • [100] SUPERLINK_THREAD_CRASH
      • [300] SUPERNODE_REST_ADDRESS_INVALID
      • [301] SUPERNODE_NODE_AUTH_KEYS_REQUIRED
      • [302] SUPERNODE_NODE_AUTH_KEYS_INVALID
      • [600] COMMON_ADDRESS_INVALID
      • [601] COMMON_MISSING_EXTRA_REST
      • [602] COMMON_TLS_NOT_SUPPORTED
    • 常见问题

贡献者文档

  • Contribute
    • 在 GitHub 上投稿
    • 成为贡献者
    • 安装开发版本
    • 建立虚拟环境
    • 使用 VSCode Dev Containers 进行开发
    • 编写文件
    • 发布 Flower
    • 贡献译文
    • How to Build Docker Flower Images Locally
    • Public and private APIs
    • 首次代码贡献
    • 安全聚合协议
  • v1.8.0
  • v1.9.0
  • v1.10.0
  • v1.11.0
  • v1.11.1
  • v1.12.0
  • v1.13.0
  • v1.13.1
  • v1.14.0
  • v1.15.0
  • v1.15.1
  • v1.15.2
  • v1.16.0
  • v1.17.0
  • main
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操作指南¶

以问题为导向的 "如何做 "指南逐步展示如何实现特定目标。

  • 安装Flower
  • Configure Clients
  • Design stateful ClientApps
  • 使用策略
  • 实施策略
  • 整合评估结果
  • Save and Load Model Checkpoints
  • Use Built-in Mods
  • Use Differential Privacy
  • Implement FedBN
  • Use CLI JSON output
  • 升级至 Flower 1.0
  • Upgrade to Flower 1.13
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安装Flower
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快速入门 iOS
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  • Build Flower apps
    • 操作指南